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c=n.getDerivedStateFromProps,f=\"function\"==typeof c||\"function\"==typeof o.getSnapshotBeforeUpdate;f||\"function\"!=typeof o.UNSAFE_componentWillReceiveProps&&\"function\"!=typeof o.componentWillReceiveProps||(u!==r||l!==s)&&Vi(t,o,r,s),Pi=!1;var p=t.memoizedState;o.state=p,Ri(t,r,o,a),l=t.memoizedState,u!==r||p!==l||Na.current||Pi?(\"function\"==typeof c&&(Ii(t,n,c,r),l=t.memoizedState),(u=Pi||Bi(t,n,u,r,p,l,s))?(f||\"function\"!=typeof o.UNSAFE_componentWillMount&&\"function\"!=typeof o.componentWillMount||(\"function\"==typeof o.componentWillMount&&o.componentWillMount(),\"function\"==typeof o.UNSAFE_componentWillMount&&o.UNSAFE_componentWillMount()),\"function\"==typeof o.componentDidMount&&(t.flags|=4194308)):(\"function\"==typeof o.componentDidMount&&(t.flags|=4194308),t.memoizedProps=r,t.memoizedState=l),o.props=r,o.state=l,o.context=s,r=u):(\"function\"==typeof 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t=e.stateNode;t.pendingContext?Aa(0,t.pendingContext,t.pendingContext!==t.context):t.context&&Aa(0,t.context,!1),ro(e,t.containerInfo)}function zu(e,t,n,r,a){return di(),hi(a),t.flags|=256,wu(e,t,n,r),t.child}var Lu,Ou,Au,Fu,Du={dehydrated:null,treeContext:null,retryLane:0};function Ru(e){return{baseLanes:e,cachePool:null,transitions:null}}function ju(e,t,n){var r,a=t.pendingProps,o=uo.current,u=!1,l=0!=(128&t.flags);if((r=l)||(r=(null===e||null!==e.memoizedState)&&0!=(2&o)),r?(u=!0,t.flags&=-129):null!==e&&null===e.memoizedState||(o|=1),Ca(uo,1&o),null===e)return 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i=e.memoizedState;null===i?e.memoizedState={isBackwards:t,rendering:null,renderingStartTime:0,last:r,tail:n,tailMode:a}:(i.isBackwards=t,i.rendering=null,i.renderingStartTime=0,i.last=r,i.tail=n,i.tailMode=a)}function Wu(e,t,n){var r=t.pendingProps,a=r.revealOrder,i=r.tail;if(wu(e,t,r.children,n),0!=(2&(r=uo.current)))r=1&r|2,t.flags|=128;else{if(null!==e&&0!=(128&e.flags))e:for(e=t.child;null!==e;){if(13===e.tag)null!==e.memoizedState&&$u(e,n,t);else if(19===e.tag)$u(e,n,t);else if(null!==e.child){e.child.return=e,e=e.child;continue}if(e===t)break e;for(;null===e.sibling;){if(null===e.return||e.return===t)break e;e=e.return}e.sibling.return=e.return,e=e.sibling}r&=1}if(Ca(uo,r),0==(1&t.mode))t.memoizedState=null;else switch(a){case\"forwards\":for(n=t.child,a=null;null!==n;)null!==(e=n.alternate)&&null===lo(e)&&(a=n),n=n.sibling;null===(n=a)?(a=t.child,t.child=null):(a=n.sibling,n.sibling=null),Bu(t,!1,a,n,i);break;case\"backwards\":for(n=null,a=t.child,t.child=null;null!==a;){if(null!==(e=a.alternate)&&null===lo(e)){t.child=a;break}e=a.sibling,a.sibling=n,n=a,a=e}Bu(t,!0,n,null,i);break;case\"together\":Bu(t,!1,null,null,void 0);break;default:t.memoizedState=null}return t.child}function Vu(e,t){0==(1&t.mode)&&null!==e&&(e.alternate=null,t.alternate=null,t.flags|=2)}function Hu(e,t,n){if(null!==e&&(t.dependencies=e.dependencies),Rl|=t.lanes,0==(n&t.childLanes))return null;if(null!==e&&t.child!==e.child)throw Error(i(153));if(null!==t.child){for(n=As(e=t.child,e.pendingProps),t.child=n,n.return=t;null!==e.sibling;)e=e.sibling,(n=n.sibling=As(e,e.pendingProps)).return=t;n.sibling=null}return t.child}function qu(e,t){if(!ai)switch(e.tailMode){case\"hidden\":t=e.tail;for(var n=null;null!==t;)null!==t.alternate&&(n=t),t=t.sibling;null===n?e.tail=null:n.sibling=null;break;case\"collapsed\":n=e.tail;for(var r=null;null!==n;)null!==n.alternate&&(r=n),n=n.sibling;null===r?t||null===e.tail?e.tail=null:e.tail.sibling=null:r.sibling=null}}function Qu(e){var t=null!==e.alternate&&e.alternate.child===e.child,n=0,r=0;if(t)for(var a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=14680064&a.subtreeFlags,r|=14680064&a.flags,a.return=e,a=a.sibling;else for(a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=a.subtreeFlags,r|=a.flags,a.return=e,a=a.sibling;return e.subtreeFlags|=r,e.childLanes=n,t}function Yu(e,t,n){var r=t.pendingProps;switch(ti(t),t.tag){case 2:case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return Qu(t),null;case 1:case 17:return La(t.type)&&Oa(),Qu(t),null;case 3:return 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b=this.hoverGroup1.selectAll(\".neg-values\").data(f);b.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.negyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(g),b.exit().remove();var _=this.hoverGroup2.selectAll(\".neg-values\").data(f);_.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(_).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.negyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(g),_.exit().remove()}}},{key:\"draw\",value:function(){var e=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,Re.each)(this.props.explanations,(function(e,t){return e.origInd=t}));var t,n={},r={},a={},i=Ga(this.props.explanations);try{for(i.s();!(t=i.n()).done;){var o=t.value;for(var u in o.features)void 0===n[u]&&(n[u]=0,r[u]=0,a[u]=0),o.features[u].effect>0?n[u]+=o.features[u].effect:r[u]-=o.features[u].effect,null!==o.features[u].value&&void 0!==o.features[u].value&&(a[u]+=1)}}catch(e){i.e(e)}finally{i.f()}this.usedFeatures=(0,Re.sortBy)((0,Re.keys)(n),(function(e){return-(n[e]+r[e])})),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return n[e]})),this.negOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return-r[e]})),this.singleValueFeatures=(0,Re.filter)(this.usedFeatures,(function(e){return a[e]>0}));var l=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map((function(t){return e.props.featureNames[t]})));null!=this.props.ordering_keys&&l.unshift(\"sample order by key\");var s=this.xlabel.selectAll(\"option\").data(l);s.enter().append(\"option\").merge(s).attr(\"value\",(function(e){return e})).text((function(e){return e})),s.exit().remove();var c=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";(l=(0,Re.map)(this.usedFeatures,(function(t){return[e.props.featureNames[t],e.props.featureNames[t]+\" effects\"]}))).unshift([\"model output value\",c]);var f=this.ylabel.selectAll(\"option\").data(l);f.enter().append(\"option\").merge(f).attr(\"value\",(function(e){return e[0]})).text((function(e){return e[1]})),f.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var e,t,n=this,r=Ga(this.props.explanations);try{for(r.s();!(e=r.n()).done;){var a,i=e.value,o=Ga(this.usedFeatures);try{for(o.s();!(a=o.n()).done;){var 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Z=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);Z.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(Z).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyBottom]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[0].brighter(1.2)})),Z.exit().remove();var X=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);X.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(X).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyTop]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[1].brighter(1.5)})),X.exit().remove();for(var J=function(e,t,n,r,a){var i,o,u,l;\"pos\"===a?(i=e[n].features[t].posyBottom,o=e[n].features[t].posyTop):(i=e[n].features[t].negyBottom,o=e[n].features[t].negyTop);for(var s=n+1;s<=r;++s)\"pos\"===a?(u=e[s].features[t].posyBottom,l=e[s].features[t].posyTop):(u=e[s].features[t].negyBottom,l=e[s].features[t].negyTop),u>i&&(i=u),l<o&&(o=l);return{top:i,bottom:o}},ee=[],te=0,ne=[\"pos\",\"neg\"];te<ne.length;te++){var re,ae=ne[te],ie=Ga(this.currUsedFeatures);try{for(ie.s();!(re=ie.n()).done;)for(var oe=re.value,ue=0,le=0,se=0,ce={top:0,bottom:0},fe=void 0;le<O-1;){for(;se<100&&le<O-1;)++le,se=t[le].xmapScaled-t[ue].xmapScaled;for(ce=J(t,oe,ue,le,ae);ce.bottom-ce.top<20&&ue<le;)++ue,ce=J(t,oe,ue,le,ae);if(se=t[le].xmapScaled-t[ue].xmapScaled,ce.bottom-ce.top>=20&&se>=100){for(;le<O-1;){if(++le,!((fe=J(t,oe,ue,le,ae)).bottom-fe.top>20)){--le;break}ce=fe}se=t[le].xmapScaled-t[ue].xmapScaled,ee.push([(t[le].xmapScaled+t[ue].xmapScaled)/2,(ce.top+ce.bottom)/2,this.props.featureNames[oe]]);var 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       "</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import shap\n",
    "import pandas as pd\n",
    "import sklearn as sk\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import numpy as np\n",
    "import eli5\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read cervical cancer data\n",
    "penguins = pd.read_csv(\"../../data/penguins.csv\")\n",
    "penguins = penguins.dropna()\n",
    "penguins = pd.get_dummies(penguins, columns=[\"species\"], drop_first=True, dtype=int)\n",
    "\n",
    "y = (penguins[\"sex\"].values == \"female\").astype(int)\n",
    "X = penguins.drop([\"island\", \"sex\", \"year\", \"rowid\"], axis=1)\n",
    "\n",
    "\n",
    "mod = sk.ensemble.RandomForestClassifier(n_estimators = 5, random_state = 42)\n",
    "mod.fit(X,y)\n",
    "\n",
    "explainer = shap.Explainer(mod, X)\n",
    "shap_values = explainer.shap_values(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explain Individual Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = mod.predict_proba(X)[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4798798798798799"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.486, 0.514])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.expected_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.486, 0.514])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explainer.expected_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(333, 6, 2)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 1\n",
    "\n",
    "# Explain individual predictions\n",
    "shap.force_plot(explainer.expected_value[1], shap_values[i,:, 1], X.iloc[i,:], matplotlib = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.08843334,  0.0281    ,  0.10293334,  0.1206    , -0.0204    ,\n",
       "       -0.03366667])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap_values[i][:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 6\n",
    "\n",
    "# Explain individual predictions\n",
    "shap.force_plot(explainer.expected_value[1], shap_values[i][:,1], X.iloc[i,:], matplotlib = True, text_rotation = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dependence Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "cmap = plt.get_cmap(\"viridis\", 40)\n",
    "newcolors = [cmap(0.),  cmap(0.8), cmap(0.8)]\n",
    "cmap2 = ListedColormap(newcolors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Feature Effect\n",
    "shap.dependence_plot(\"body_mass_g\", shap_values[:, :, 1], X, interaction_index=None, color = cmap2.colors[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Feature Effect with auto interaction detection\n",
    "shap.dependence_plot(\"body_mass_g\", shap_values[:, :, 1], X, cmap=cmap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary Plots / Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iPT3WBPWJ2Z9HW2CIS9AB'>\n",
       "<div style='color: #900; text-align: center;'>\n",
       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
       "    SHAP.React.createElement(SHAP.AdditiveForceArrayVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.514, \"link\": \"identity\", \"featureNames\": [\"bill_length_mm\", \"bill_depth_mm\", \"flipper_length_mm\", \"body_mass_g\", \"species_Chinstrap\", \"species_Gentoo\"], \"explanations\": [{\"outValue\": -1.5305355094419326e-08, \"simIndex\": 145.0, \"features\": {\"0\": {\"effect\": -0.11780000317841768, \"value\": 39.1}, \"1\": {\"effect\": -0.1364666707953438, \"value\": 18.7}, \"2\": {\"effect\": -0.09113333541434258, \"value\": 181.0}, \"3\": {\"effect\": -0.11863333810120821, \"value\": 3750.0}, \"4\": {\"effect\": -0.00279999990016222, \"value\": 0.0}, \"5\": {\"effect\": -0.04716666791588068, \"value\": 0.0}}}, {\"outValue\": 0.8000000186925754, \"simIndex\": 331.0, \"features\": {\"0\": {\"effect\": 0.08843334037810564, \"value\": 39.5}, \"1\": {\"effect\": 0.028100004410371183, \"value\": 17.4}, \"2\": {\"effect\": 0.10293333748821169, \"value\": 186.0}, \"3\": 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      ],
      "text/plain": [
       "<shap.plots._force.AdditiveForceArrayVisualizer at 0x13f278430>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Plot instance clustering\n",
    "shap.force_plot(explainer.expected_value[1], shap_values[:,:,1], X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x390 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot feature importance\n",
    "shap.summary_plot(shap_values[:,:,1], X, plot_type = \"bar\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare with permutation feature importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x390 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values[:,:,1], X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More interactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "FEATURE_DEPENDENCE::independent does not support interactions!\n"
     ]
    }
   ],
   "source": [
    "shap_ia = explainer.shap_interaction_values(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.20"
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